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Record W2619856168

Exploring the Methods of Differentiation to Support English Language Learners by Elementary Teachers in the Mainstream Classroom

2017· article· en· W2619856168 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueTSpace · 2017
Typearticle
Languageen
FieldComputer Science
TopicEducational Methods and Teacher Development
Canadian institutionsnot available
Fundersnot available
KeywordsMainstreamMathematics educationEnglish languageDifferentiated instructionEnglish-language learnerPedagogyPsychologyLinguisticsComputer sciencePolitical science
DOInot available

Abstract

fetched live from OpenAlex

The aim of this qualitative research study was to investigate strategies, outcomes, challenges, and resources of mainstreaming English language learners in elementary classrooms. The main research question that guided this study was: How is a small sample of Ontario elementary school teachers supporting the development of English proficiency and academic achievement for English language learners across subject areas? Semi-structured interviews with two elementary teachers were utilized to collect data. Findings suggest that differentiation in teaching and assessment is an effective strategy for supporting ELLs, which results in their increased achievement of classroom tasks as well as voluntary peer support from the English-speaking students. As well, teachers encounter challenges related to limited interaction between schools and families and the slow student learning process. Findings also suggest that a supportive school environment and professional resources are important in assisting teachers in supporting ELLs in a mainstream classroom. The implications of these findings suggest that an inclusive environment is conducive to improvement in ELLs’ learning outcome and social integration. Also, the research findings indicate that ELLs might demonstrate slow learning processes or low academic achievement initially because of their limited and developing English skills; such limitations may be misdiagnosed as learning disabilities due to educators’ insufficient knowledge of second language acquisition. This can result in ELLs with limited English skills being misplaced in special education programs.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.573
Threshold uncertainty score0.234

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.113
GPT teacher head0.407
Teacher spread0.295 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it